Datengrundlage
Temperatur:
Niederschlag:
Schnee:
Wind:
Sonneeinstrahlung:
Grob-Analyse der Daten:
| station | nied | schnee | bewmit | dampfmit | rel | t | tmax | tmin | druckmit | ... | sonne | strahl | tf | vv | vvmax | nied_clean | schnee_clean | jahr | monat | tag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 90,075.00 | 30,309.00 | 30,046.00 | 30,421.00 | 30,028.00 | 30,025.00 | 30,415.00 | 30,415.00 | 30,424.00 | 6,647.00 | ... | 13,145.00 | 6,629.00 | 0.00 | 30,416.00 | 6,633.00 | 30,309.00 | 30,046.00 | 90,075.00 | 90,075.00 | 90,075.00 |
| mean | 1,800.15 | 1.37 | 1.36 | 64.56 | 8.58 | 74.81 | 7.48 | 12.31 | 2.62 | 949.74 | ... | 4.56 | 1,124.31 | nan | 2.43 | 8.90 | 1.93 | 2.17 | 1,898.06 | 6.52 | 15.73 |
| std | 0.52 | 5.19 | 7.20 | 30.84 | 4.03 | 12.95 | 8.09 | 9.44 | 7.39 | 7.47 | ... | 4.28 | 801.35 | nan | 1.96 | 3.67 | 4.95 | 6.94 | 71.19 | 3.45 | 8.80 |
| min | 1,800.00 | -1.00 | -1.00 | 0.00 | 0.60 | 23.00 | -26.00 | -18.80 | -33.10 | 911.60 | ... | 0.00 | 14.00 | nan | 0.00 | 2.00 | 0.00 | 0.00 | 1,775.00 | 1.00 | 1.00 |
| 25% | 1,800.00 | -1.00 | -1.00 | 40.00 | 5.40 | 66.00 | 1.50 | 4.70 | -2.00 | 945.50 | ... | 0.30 | 410.00 | nan | 1.00 | 6.20 | 0.00 | 0.00 | 1,836.00 | 4.00 | 8.00 |
| 50% | 1,800.00 | -1.00 | -1.00 | 70.00 | 7.80 | 75.00 | 7.90 | 12.80 | 2.90 | 950.30 | ... | 3.60 | 949.00 | nan | 2.10 | 8.20 | 0.00 | 0.00 | 1,898.00 | 7.00 | 16.00 |
| 75% | 1,800.00 | 1.50 | -1.00 | 93.00 | 11.50 | 84.00 | 14.00 | 19.90 | 8.40 | 954.60 | ... | 7.90 | 1,753.00 | nan | 3.20 | 10.90 | 1.50 | 0.00 | 1,960.00 | 10.00 | 23.00 |
| max | 1,802.00 | 123.10 | 83.00 | 100.00 | 23.80 | 100.00 | 26.80 | 36.50 | 22.00 | 975.40 | ... | 15.60 | 3,088.00 | nan | 23.90 | 31.50 | 123.10 | 83.00 | 2,021.00 | 12.00 | 31.00 |
8 rows × 21 columns
Analyse der bereinigten Daten für Niederschlag u. Schnee:
| station | bewmit | dampfmit | rel | t | tmax | tmin | druckmit | erdmin | sonne | strahl | tf | vv | vvmax | nied_clean | schnee_clean | jahr | monat | tag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 90,075.00 | 30,421.00 | 30,028.00 | 30,025.00 | 30,415.00 | 30,415.00 | 30,424.00 | 6,647.00 | 6,509.00 | 13,145.00 | 6,629.00 | 0.00 | 30,416.00 | 6,633.00 | 30,309.00 | 30,046.00 | 90,075.00 | 90,075.00 | 90,075.00 |
| mean | 1,800.15 | 64.56 | 8.58 | 74.81 | 7.48 | 12.31 | 2.62 | 949.74 | 2.92 | 4.56 | 1,124.31 | nan | 2.43 | 8.90 | 1.93 | 2.17 | 1,898.06 | 6.52 | 15.73 |
| std | 0.52 | 30.84 | 4.03 | 12.95 | 8.09 | 9.44 | 7.39 | 7.47 | 7.26 | 4.28 | 801.35 | nan | 1.96 | 3.67 | 4.95 | 6.94 | 71.19 | 3.45 | 8.80 |
| min | 1,800.00 | 0.00 | 0.60 | 23.00 | -26.00 | -18.80 | -33.10 | 911.60 | -25.90 | 0.00 | 14.00 | nan | 0.00 | 2.00 | 0.00 | 0.00 | 1,775.00 | 1.00 | 1.00 |
| 25% | 1,800.00 | 40.00 | 5.40 | 66.00 | 1.50 | 4.70 | -2.00 | 945.50 | -2.10 | 0.30 | 410.00 | nan | 1.00 | 6.20 | 0.00 | 0.00 | 1,836.00 | 4.00 | 8.00 |
| 50% | 1,800.00 | 70.00 | 7.80 | 75.00 | 7.90 | 12.80 | 2.90 | 950.30 | 2.80 | 3.60 | 949.00 | nan | 2.10 | 8.20 | 0.00 | 0.00 | 1,898.00 | 7.00 | 16.00 |
| 75% | 1,800.00 | 93.00 | 11.50 | 84.00 | 14.00 | 19.90 | 8.40 | 954.60 | 8.70 | 7.90 | 1,753.00 | nan | 3.20 | 10.90 | 1.50 | 0.00 | 1,960.00 | 10.00 | 23.00 |
| max | 1,802.00 | 100.00 | 23.80 | 100.00 | 26.80 | 36.50 | 22.00 | 975.40 | 21.80 | 15.60 | 3,088.00 | nan | 23.90 | 31.50 | 123.10 | 83.00 | 2,021.00 | 12.00 | 31.00 |
| jahr | anzahl | |
|---|---|---|
| 170 | 1945 | 304 |
| 176 | 1951 | 120 |
| 177 | 1952 | 213 |
| 178 | 1953 | 0 |
| 179 | 1954 | 136 |
| 246 | 2021 | 315 |
Daten erst ab 1936 verfügbar, Jahr 2011 bis November, -> Jahre 1945, 1951-1954 ausgeschlossen aus der Analyse da unvollständig!
wärmste Jahre Mittelwert, 1936 - 2020:
| jahr | t_mittel_j | |
|---|---|---|
| 73 | 2015 | 10.10 |
| 77 | 2019 | 10.04 |
| 76 | 2018 | 10.02 |
| 72 | 2014 | 9.79 |
| 78 | 2020 | 9.72 |
| 75 | 2017 | 9.38 |
| 74 | 2016 | 9.31 |
| 65 | 2007 | 9.30 |
| 66 | 2008 | 9.12 |
| 58 | 2000 | 9.08 |
kälteste Jahre Mittelwert, 1936 - 2020:
| jahr | t_mittel_j | |
|---|---|---|
| 3 | 1940 | 5.10 |
| 14 | 1956 | 5.48 |
| 54 | 1996 | 5.81 |
| 20 | 1962 | 5.88 |
| 4 | 1941 | 5.89 |
| 21 | 1963 | 6.00 |
| 5 | 1942 | 6.17 |
| 23 | 1965 | 6.22 |
| 43 | 1985 | 6.24 |
| 27 | 1969 | 6.28 |
Erwärmung innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020: 0.88 Grad.
wärmste Jahre Median, 1936 - 2020:
| jahr | t_median_j | |
|---|---|---|
| 76 | 2018 | 11.80 |
| 58 | 2000 | 10.90 |
| 72 | 2014 | 10.50 |
| 67 | 2009 | 10.30 |
| 0 | 1937 | 10.10 |
| 75 | 2017 | 9.90 |
| 78 | 2020 | 9.85 |
| 64 | 2006 | 9.80 |
| 62 | 2004 | 9.60 |
| 73 | 2015 | 9.60 |
kälteste Jahre Median 1936 - 2020:
| jahr | t_median_j | |
|---|---|---|
| 4 | 1941 | 5.90 |
| 38 | 1980 | 6.35 |
| 31 | 1973 | 6.40 |
| 23 | 1965 | 6.40 |
| 20 | 1962 | 6.40 |
| 14 | 1956 | 6.45 |
| 28 | 1970 | 6.50 |
| 33 | 1975 | 6.60 |
| 30 | 1972 | 6.75 |
| 37 | 1979 | 6.80 |
Erwärmung innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020, Basis Median: 0.70 Grad.
Jahre mit höchstem Min. Schnitt, 1936 - 2020:
| jahr | t_min_j | |
|---|---|---|
| 72 | 2014 | 5.270137 |
| 73 | 2015 | 5.247123 |
| 76 | 2018 | 5.165205 |
| 77 | 2019 | 5.076438 |
| 78 | 2020 | 4.787158 |
| 74 | 2016 | 4.651093 |
| 66 | 2008 | 4.623224 |
| 75 | 2017 | 4.495890 |
| 65 | 2007 | 4.494247 |
| 67 | 2009 | 4.372055 |
Jahre mit niedrigstem Min. Schnitt, 1936 - 2020:
| jahr | t_min_j | |
|---|---|---|
| 3 | 1940 | 0.610383 |
| 20 | 1962 | 0.812877 |
| 14 | 1956 | 0.876776 |
| 21 | 1963 | 0.919726 |
| 54 | 1996 | 1.062568 |
| 27 | 1969 | 1.187671 |
| 43 | 1985 | 1.360548 |
| 5 | 1942 | 1.406301 |
| 4 | 1941 | 1.464110 |
| 23 | 1965 | 1.507397 |
Anstieg Min. Schnitt innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020: 1.11 Grad.
Jahre mit höchstem Min. Median, 1936 - 2020:
| jahr | t_minmed_j | |
|---|---|---|
| 76 | 2018 | 5.7 |
| 72 | 2014 | 5.5 |
| 73 | 2015 | 5.2 |
| 75 | 2017 | 5.1 |
| 0 | 1937 | 5.0 |
| 71 | 2013 | 4.6 |
| 69 | 2011 | 4.6 |
| 64 | 2006 | 4.6 |
| 58 | 2000 | 4.4 |
| 74 | 2016 | 4.4 |
Jahre mit niedrigstem Min. Median, 1936 - 2020:
| jahr | t_minmed_j | |
|---|---|---|
| 4 | 1941 | 0.90 |
| 55 | 1997 | 1.00 |
| 17 | 1959 | 1.00 |
| 27 | 1969 | 1.20 |
| 31 | 1973 | 1.20 |
| 38 | 1980 | 1.30 |
| 20 | 1962 | 1.40 |
| 40 | 1982 | 1.50 |
| 8 | 1946 | 1.60 |
| 30 | 1972 | 1.65 |
Anstieg Min. Median innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020: 1.02 Grad.
Top 10 kälteste gemessene Temperaturen 1936-2020:
| time | tmin | |
|---|---|---|
| 5153 | 1956-02-10 | -33.1 |
| 5152 | 1956-02-09 | -29.5 |
| 15712 | 1985-01-07 | -29.5 |
| 15713 | 1985-01-08 | -29.0 |
| 1848 | 1942-01-23 | -28.2 |
| 20084 | 1996-12-27 | -28.2 |
| 1105 | 1940-01-11 | -28.0 |
| 15748 | 1985-02-12 | -27.5 |
| 1849 | 1942-01-24 | -27.2 |
| 3291 | 1947-01-05 | -27.0 |
Jahre mit höchstem Max. Schnitt, 1936 - 2020:
| jahr | t_max_j | |
|---|---|---|
| 77 | 2019 | 14.97 |
| 73 | 2015 | 14.90 |
| 76 | 2018 | 14.84 |
| 78 | 2020 | 14.61 |
| 58 | 2000 | 14.47 |
| 72 | 2014 | 14.27 |
| 52 | 1994 | 14.26 |
| 75 | 2017 | 14.22 |
| 65 | 2007 | 14.07 |
| 74 | 2016 | 13.92 |
Jahre mit niedrigstem Max. Schnitt, 1936 - 2020:
| jahr | t_max_j | |
|---|---|---|
| 3 | 1940 | 9.56 |
| 14 | 1956 | 10.07 |
| 4 | 1941 | 10.30 |
| 54 | 1996 | 10.53 |
| 13 | 1955 | 10.68 |
| 38 | 1980 | 10.89 |
| 23 | 1965 | 10.91 |
| 5 | 1942 | 10.92 |
| 20 | 1962 | 10.92 |
| 30 | 1972 | 10.97 |
Anstieg Max. Schnitt innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020: 0.65 Grad.
Jahre mit höchstem Max. Median, 1936 - 2020:
| jahr | t_maxmed_j | |
|---|---|---|
| 76 | 2018 | 16.20 |
| 58 | 2000 | 15.40 |
| 67 | 2009 | 15.30 |
| 72 | 2014 | 14.90 |
| 69 | 2011 | 14.90 |
| 77 | 2019 | 14.80 |
| 78 | 2020 | 14.60 |
| 57 | 1999 | 14.50 |
| 75 | 2017 | 14.50 |
| 64 | 2006 | 14.40 |
Jahre mit niedrigstem Max. Median, 1936 - 2020:
| jahr | t_maxmed_j | |
|---|---|---|
| 4 | 1941 | 9.80 |
| 14 | 1956 | 10.25 |
| 3 | 1940 | 10.70 |
| 20 | 1962 | 10.70 |
| 13 | 1955 | 10.70 |
| 7 | 1944 | 11.00 |
| 23 | 1965 | 11.10 |
| 30 | 1972 | 11.15 |
| 31 | 1973 | 11.20 |
| 16 | 1958 | 11.20 |
Anstieg Max. Schnitt innerhalb einer Dekade seit 1991 bei Annahme eines linearen Trends in 1991-2020: 0.59 Grad.
Top 10 heißeste gemessene Temperatur 1936-2020:
| time | tmax | |
|---|---|---|
| 25799 | 2012-08-20 | 36.50 |
| 27606 | 2017-08-01 | 35.90 |
| 26882 | 2015-08-08 | 35.70 |
| 24675 | 2009-07-23 | 35.50 |
| 28305 | 2019-07-01 | 35.50 |
| 15182 | 1983-07-27 | 35.50 |
| 26888 | 2015-08-14 | 35.50 |
| 26865 | 2015-07-22 | 35.40 |
| 26886 | 2015-08-12 | 35.40 |
| 26147 | 2013-08-03 | 35.30 |
Top 10 Tage: Niederschlag in mm:
| time | nied_clean | |
|---|---|---|
| 22133 | 2002-08-07 | 123.10 |
| 25050 | 2010-08-02 | 96.00 |
| 22138 | 2002-08-12 | 92.80 |
| 1657 | 1941-07-16 | 85.50 |
| 24644 | 2009-06-22 | 69.50 |
| 600 | 1938-08-24 | 67.80 |
| 5669 | 1957-07-10 | 65.70 |
| 22132 | 2002-08-06 | 62.70 |
| 6798 | 1960-08-12 | 61.10 |
| 2726 | 1944-06-19 | 60.10 |
Nicht ganz sicher ob die Daten vor 1970 glaubwürdig sind!